The harsh fluorescent lights of the dorm room seemed to buzz in his ears as Ethan entered. His journal was out of place. A cold knot formed in his chest. A feeling, almost physical, took root.

His roommate, Kevin, was engrossed in a video game, oblivious. Ethan's gaze narrowed, his jaw clenched. He felt the intense desire to shout, to confront, to demand the return of his privacy. He wanted to scream, to claim the things that were his.

He approached the journal, the pages feeling exposed and vulnerable. A wave of protectiveness washed over him. He felt the desperate need to keep the secrets, the words, the private thoughts safe.

Ethan took the journal and hid it in his backpack, a space that was solely his. A strange sense of satisfaction filled him. The feeling of owning everything was a strong emotion.

Emotion: greedy

Cluster: Defiance / Spite
PC1 (Valence): 1.44 Positive
PC2 (Disposition): 2.64

Role in Research

This story is one of 1,000 stories generated for the emotion greedy. During extraction, it was fed through Gemma4-31B and its hidden state activations were captured at 11 layers.

The mean activation across all 1,000 greedy stories, after denoising with neutral dialogue baselines, produces the greedy emotion vector -- a direction in the model's 5,376-dimensional representation space.

Logit Lens (Layer 40)

Tokens promoted/suppressed when the greedy vector is projected through the unembedding matrix.

Promoted:
de1.148
a0.538
an0.510
or0.479
来实现0.464
Suppressed:
S-0.426
想起-0.356
久し-0.355
再次-0.354
причиной-0.342